{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bayesian test PG1244+026(14-4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.fftpack import fft,ifft\n",
    "import pandas as pd\n",
    "from scipy.optimize import minimize\n",
    "from scipy.optimize import basinhopping\n",
    "from iminuit import Minuit\n",
    "\n",
    "import emcee\n",
    "from pprint import pprint\n",
    "import time\n",
    "from multiprocessing import Pool\n",
    "\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 似然函数 p; D = -2 ln p\n",
    "\n",
    "def twi_minus_loglikelihood(log_A,log_f_b,alpha_H,poisson):\n",
    "    alpha_L = 1.0\n",
    "    \n",
    "    perdata144 = pd.read_csv(\"perlist144.csv\")\n",
    "    f = perdata144['f']\n",
    "    per = perdata144['per']\n",
    "    \n",
    "    model = []\n",
    "    f_length = len(f)\n",
    "    for i in range(f_length):\n",
    "        model.append(((f[i]**(-alpha_L))/(1+(f[i]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "     \n",
    "    \n",
    "    length = len(perdata144)\n",
    "    minus_log_p = 0\n",
    "    for i in range(length):\n",
    "        minus_log_p += (per[i]/model[i]+math.log(model[i]))\n",
    "    \n",
    "    \n",
    "    D = 2*minus_log_p\n",
    "    # print (D)\n",
    "    return D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td title=\"Minimum value of function\">FCN = 691.6765599953056</td>\n",
       "        <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 282</td>\n",
       "        <td title=\"Number of call in last migrad\">NCALLS = 282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td title=\"Estimated distance to minimum\">EDM = 0.00010451748678957637</td>\n",
       "        <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 1e-05</td>\n",
       "        <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "        UP = 1.0</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "        <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "        <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "        <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "        <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "        <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "        <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td><a href=\"#\" onclick=\"$('#kyhCfTWRYv').toggle()\">+</a></td>\n",
       "        <td title=\"Variable name\">Name</td>\n",
       "        <td title=\"Value of parameter\">Value</td>\n",
       "        <td title=\"Hesse error\">Hesse Error</td>\n",
       "        <td title=\"Minos lower error\">Minos Error-</td>\n",
       "        <td title=\"Minos upper error\">Minos Error+</td>\n",
       "        <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "        <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "        <td title=\"Is the parameter fixed in the fit\">Fixed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0</td>\n",
       "        <td>log_A</td>\n",
       "        <td>-1.60353</td>\n",
       "        <td>1.50612</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-3</td>\n",
       "        <td>-1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>log_f_b</td>\n",
       "        <td>-4.34509</td>\n",
       "        <td>1.73405</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-5</td>\n",
       "        <td>-2</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>alpha_H</td>\n",
       "        <td>1.85329</td>\n",
       "        <td>0.384686</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>1</td>\n",
       "        <td>5</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3</td>\n",
       "        <td>poisson</td>\n",
       "        <td>0.453257</td>\n",
       "        <td>0.0455741</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>0</td>\n",
       "        <td>1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<pre id=\"kyhCfTWRYv\" style=\"display:none;\">\n",
       "<textarea rows=\"14\" cols=\"50\" onclick=\"this.select()\" readonly>\n",
       "\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Hesse Error & Minos Error- & Minos Error+ & Limit- & Limit+ & Fixed?\\\\\n",
       "\\hline\n",
       "0 & $log_{A}$ & -1.60353 & 1.50612 &  &  & -3.0 & -1 & No\\\\\n",
       "\\hline\n",
       "1 & log $f_{b}$ & -4.34509 & 1.73405 &  &  & -5.0 & -2 & No\\\\\n",
       "\\hline\n",
       "2 & $\\alpha_{H}$ & 1.85329 & 0.384686 &  &  & 1.0 & 5 & No\\\\\n",
       "\\hline\n",
       "3 & poisson & 0.453257 & 0.0455741 &  &  & 0.0 & 1 & No\\\\\n",
       "\\hline\n",
       "\\end{tabular}\n",
       "</textarea>\n",
       "</pre>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "691.6765599953056\n"
     ]
    }
   ],
   "source": [
    "m=Minuit(twi_minus_loglikelihood,log_A=math.log(0.005,10),log_f_b=math.log(1.7E-4,10),alpha_H=3.8,poisson=0.8,\n",
    "         error_log_A=0.1,error_log_f_b=0.1,error_alpha_H=0.01,error_poisson=0.01,\n",
    "         limit_log_A=(-3,-1), limit_log_f_b=(-5,-2),limit_alpha_H=(1.0,5.0),limit_poisson=(0,1),\n",
    "         errordef=1)\n",
    "\n",
    "m.migrad()\n",
    "\n",
    "pprint(m.fval)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "perdata144 = pd.read_csv(\"perlist144.csv\")\n",
    "f = perdata144['f']\n",
    "per = perdata144['per']\n",
    "\n",
    "alpha_L = 1.0\n",
    "log_A,log_f_b,alpha_H,poisson = m.values[0],m.values[1],m.values[2],m.values[3]\n",
    "\n",
    "model = []\n",
    "R_obs = []\n",
    "T_SSE_obs = 0\n",
    "f_length = len(f)\n",
    "for i in range(f_length):\n",
    "    model.append(((f[i]**(-alpha_L))/(1+(f[i]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "    R_obs.append(2*per[i]/model[i])\n",
    "    T_SSE_obs += (((per[i]-model[i])/model[i])**2)\n",
    "    \n",
    "plt.figure(figsize=(10,8))\n",
    "plt.loglog()\n",
    "plt.step(f, per, color=\"b\", alpha=0.5, linewidth=1)\n",
    "plt.plot(f, model, color=\"r\", linewidth=1)\n",
    "plt.xlabel(\"frequency\",fontsize=15)\n",
    "plt.ylabel(\"power\",fontsize=15)\n",
    "plt.tick_params(labelsize=13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T_R = 11.413032280063739\n",
      "T_SSE = 451.3253195799082\n"
     ]
    }
   ],
   "source": [
    "# 两个统计量\n",
    "T_R_obs = max(R_obs)\n",
    "print (\"T_R =\", T_R_obs)\n",
    "print (\"T_SSE =\", T_SSE_obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 5000条光变曲线\n",
    "\n",
    "df = 0.01/f_length\n",
    "N = 2*f_length\n",
    "\n",
    "\n",
    "counts_list=[None for i in range(5000)]\n",
    "for a in range(5000): \n",
    "    omega = []\n",
    "    POW = []\n",
    "    DFT = []\n",
    "    fr = []\n",
    "    fi = []\n",
    "    f1 = []\n",
    "    for j in range(1,N+1):\n",
    "        omega.append(j*df)\n",
    "        POW.append(((omega[-1]**(-alpha_L))/(1+(omega[-1]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "        DFT.append(complex(np.sqrt(POW[-1]*0.5),np.sqrt(POW[-1]*0.5)))\n",
    "        s1=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        s2=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        fr.append((DFT[-1].real)*s1)\n",
    "        fi.append((DFT[-1].imag)*s2)\n",
    "        f1.append(complex(fr[-1],fi[-1]))\n",
    "    counts = ifft(f1)\n",
    "    counts_list[a] = counts\n",
    "    \n",
    "    \n",
    "#周期图\n",
    "per_list=[None for i in range(5000)]\n",
    "TR_list=[]\n",
    "TSSE_list=[]\n",
    "n_TR = 0\n",
    "n_TSSE = 0\n",
    "\n",
    "for a in range(5000):\n",
    "    dft = fft(counts_list[a])\n",
    "    dft1 = dft[0:f_length]\n",
    "    per_simu = (abs(dft1)**2)\n",
    "    per_list[a] = per_simu\n",
    "    R_simu = []\n",
    "    T_SSE_simu = 0\n",
    "    for i in range(f_length):\n",
    "        R_simu.append(2*per_simu[i]/model[i])\n",
    "        T_SSE_simu += (((per_simu[i]-model[i])/model[i])**2)\n",
    "    TR_list.append(max(R_simu))\n",
    "    TSSE_list.append(T_SSE_simu)\n",
    "    if TR_list[-1]>T_R_obs:\n",
    "        n_TR += 1\n",
    "    if TSSE_list[-1]>T_SSE_obs:\n",
    "        n_TSSE += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cnmQD8BLg/Umu7Dd/KXAkcPI0tzX5eJIrgCuAfYA/GuNhSZIkLQqpGuoSt2ZMTEzU5OTkQndjyegGQ0f930ruayEjbWs8xzKWv9cu+vuVpF1NknVVNbGjej55QpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaMVSwS3JBkl9NYiCUJElaZIYNaCuBTwMbkvxJkieOoE+SJEnaCUMFu6r6ZeBg4IPAy4Ark/xjklcn+ZlRdFCSJEmzM/Qp1aq6vqreWlUHAc8H1gNnArckOTfJUfPcR0mSJM3CXK+V+yrwReAa4KHA0cDFSS5P8vS5dk6SJEmzt1PBLskvJ/kI8F3gncA/AYdX1YHAk4HvAx+dt15KkiRph4adFfuWJNcBFwMHAb8DPLqqfqeq1gFU1VXAW4BDZtjHmiTXJFmf5PRp1h+Z5NIkW5KcMGXdSUmu7ZeTBsqfkeSKfp//M0mGOS5JkqQWDDtidypwPvBzVXVUVX2sqn4yTb1vAr89tTDJMuAs4Fi64PfyJFMD4I3AycCfT9l2L+APgWcCRwB/mOSR/er3AqfQTew4GFgz5HFJkiQtecuHrP+YqvrpjipV1W3AudOsOgJYX1XXAyQ5DzgOuGpg2xv6dfdO2fYFwBf6fZPkC8CaJF8CHl5VX+nLPwocD3xuqCOTJEla4oYdsbsnyRHTrehPh+4o9O0P3DTweUNfNhszbbt//35n9ilJktSMYYPd9q5d2w3YshPb1xzarmH2meSUJJNJJjdt2jTLZiVJkpaGHZ6KTfIYYPVA0dOTPHhKtQcDJwHf2sHuNgAHDnw+ALh5x928b9ujpmz7pb78gNnss6rOBs4GmJiYmG2glCRJWhJmc43dK+kmLVS/vHeGej8GXr2DfV0CHJzkIOA7wInAv51dV7kI+O8DEyaeD7y5qm5LcleSZwFfA34LePcs9ylJktSM2QS7/wVcQHfK8+vAK/rXQfcAN1bV5u3tqKq2JDmNLqQtAz5cVVcmOQOYrKq1SQ4HLgQeCbwoyduq6tA+wP1/dOEQ4IytEymAfw+cAzyEbtKEEyckSdIuJ1WzPyOZ5GeBW6rqntF1aTwmJiZqcnJyobuxZHS3Bhz12evc10JG2tZ4jmUsf68hfr+SpKUrybqqmthRvdlcY/fQqvpR/3ETsDzJjNsN1JUkSdIYzeZU7F1Jnl1V/wT8kB0PQyybe7ckSZI0rNkEu98Grht477kfSZKkRWiHwa6qzh14f85IeyNJkqSdNtQjxfpr65YNzn5N8ny6575+uaounef+SZIkaZaGfVbs+cAddKdkSfIfgHcBm4FlSX69qj4zv12UJEnSbAz7SLFnAZ8d+PxG4J1V9RDgg8AfzFfHJEmSNJxhg93ewHcBkjwFeDTwvn7dJ+lOyUqSJGkBDBvsNnL/c2PXAN+uqq0zZh8C3DtP/ZIkSdKQhr3G7pPAO5I8je4Zsu8ZWPd04Nr56pikHVnRPxFktPbd92f57ndvGHk7kqS5GzbYnQ7cCRwOvBf444F1z6CbXCFpLDYzjttKbtw4+vAoSZofQwW7qtoCnDHDul+flx5JkiRppww7Ynef/p52u08t91mxkiRJC2OoyRNJHp7kPUluBn4C3DXNIkmSpAUw7Ijd+4EX0t2z7irgnnnvkSRJknbKsMHuBcAbquqDo+iMJEmSdt6w97G7G9gwio5IkiRpboYNdu8EfifJsNtJkiRpxIY9Fbs/8DTgmiRfBG6fsr6q6k3z0jNJkiQNZdhgdwLdY8OWA8dMs74Ag50kSdICGPYGxQeNqiOSJEmaG6+VkyRJasTQwS7JU5Ocn+S6JJuT/Hxf/vYkx85/FyVJkjQbwz554lhgHbAK+Ciw28DqzcDvzl/XJEmSNIxhR+z+GDinqn4ZePuUdZcDh81LryRJkjS0YYPdE4Hz+/c1Zd2dwF5z7pEkSZJ2yrDB7nvAY2dYdyhw49y6I0mSpJ01bLA7DzgjyS8NlFWSJ9Ddv+7j89YzSZIkDWXYGxS/BTgE+DJwS1/2KbrJFJ8H/vv8dU2SJEnDGPYGxZuBFyY5GvgVYB/gNuDvquoLI+ifJEmSZmnWwS5J6B4j9ixg3754A/AV4G/nv2uSJEkaxqyCXZKn082GfRzwU+BWIMDewDLg2iQnVtXlo+qoJEmStm+HkyeS7AtcBPwY+FXgYVX16KraD/gZ4IXAPcBFSR41ys5KkiRpZrOZFfu7dKHuOVV1UVXds3VFVW2uqs8BR/Z1ThtNNyVJkrQjswl2zwf+V1XdOVOFqrodeC+wZr46JkmSpOHMJtg9Hrh0FvXW9XUlSZK0AGYT7PYE7phFvbuAh8+tO5IkSdpZswl2Ydvnwm6vriRJkhbAbO9jd1GSLfO0L0mSJI3AbMLY20beC0mSJM3ZDoNdVRnsJEmSloDZXGMnSZKkJcBgJ0mS1AiDnSRJUiMMdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNGHuwS7ImyTVJ1ic5fZr1K5Kc36//WpLVffkrklw+sNyb5LB+3Zf6fW5d96jxHpUkSdLCG2uwS7IMOAs4FjgEeHmSQ6ZUexXwg6p6PHAm8A6Aqvp4VR1WVYcBvwncUFWXD2z3iq3rq+p7Iz8YSZKkRWbcI3ZHAOur6vqqugc4DzhuSp3jgHP79xcAz0uSKXVeDvzFSHsqSZK0xIw72O0P3DTweUNfNm2dqtoC3AHsPaXOy9g22H2kPw37lmmCoCRJUvPGHeymC1w1TJ0kzwR+VFXfGFj/iqp6CvCcfvnNaRtPTkkymWRy06ZNw/VckiRpkRt3sNsAHDjw+QDg5pnqJFkO7AncNrD+RKaM1lXVd/rXu4A/pzvlu42qOruqJqpqYuXKlXM4DEmSpMVn3MHuEuDgJAcl2Z0upK2dUmctcFL//gTg4qoqgCQPAl5Cd20efdnyJPv073cDXgh8A0mSpF3M8nE2VlVbkpwGXAQsAz5cVVcmOQOYrKq1wIeAjyVZTzdSd+LALo4ENlTV9QNlK4CL+lC3DPhb4ANjOBxJkqRFJf1g2C5nYmKiJicnF7obS0Y3H2XU/63kvhYy0rbGcyxttNG1s6v+OyFJi0WSdVU1saN6PnlCkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFO0g6sIMlIl1WrVi/0QUpSE5YvdAckLXabgRppCxs3ZqT7l6RdhSN2kiRJjTDYSZIkNcJgJ0mS1AiDnSRJUiMMdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNMNhJkiQ1wmAnSZLUCIOdJElSIwx2kiRJjTDYSZIkNcJgJ0mS1AiDnSRJUiMMdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNMNhJkiQ1wmAnSZLUiLEHuyRrklyTZH2S06dZvyLJ+f36ryVZ3ZevTvLjJJf3y/sGtnlGkiv6bf5nkozviBbeqlWrSTLSRZIkLX5jDXZJlgFnAccChwAvT3LIlGqvAn5QVY8HzgTeMbDuuqo6rF9OHSh/L3AKcHC/rBnVMSxGGzd+G6gRL5IkabEb94jdEcD6qrq+qu4BzgOOm1LnOODc/v0FwPO2NwKXZD/g4VX1laoq4KPA8fPfdUmSpMVt3MFuf+Cmgc8b+rJp61TVFuAOYO9+3UFJLkvy90meM1B/ww72KUmS1LzlY25vupG3qef5ZqpzC/CYqvp+kmcAf5Xk0Fnus9txcgrdKVse85jHzLrTkiRJS8G4R+w2AAcOfD4AuHmmOkmWA3sCt1XV5qr6PkBVrQOuA57Q1z9gB/uk3+7sqpqoqomVK1fOw+FIkiQtHuMOdpcAByc5KMnuwInA2il11gIn9e9PAC6uqkqysp98QZLH0k2SuL6qbgHuSvKs/lq83wI+NY6DkSRJWkzGeiq2qrYkOQ24CFgGfLiqrkxyBjBZVWuBDwEfS7IeuI0u/AEcCZyRZAvwU+DUqrqtX/fvgXOAhwCf6xdJkqRdSrqJpLueiYmJmpycXOhuzItuoHLU3+N42qht3o2mnVb+XuO5Fc2Yvvtd9N8iSZqNJOuqamJH9XzyhCRJUiMMdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNMNhJkiQ1wmAnSZLUCIOdJElSIwx2kiRJjTDYSZIkNcJgJ0mS1AiDnSRJUiMMdpIWgRUkGemyatXqhT5ISRq55QvdAUmCzUCNtIWNGzPS/UvSYuCInSRJUiMMdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNMNhJkiQ1wmAnSZLUCIOdJElSIwx2kiRJjTDYSZIkNcJgJ0mS1AiDnSRJUiMMdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNMNhJkiQ1wmAnSZLUCIOdJElSIwx2kiRJjTDYSZIkNcJgJ0mS1AiDnSRJUiMMdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNMNhJkiQ1wmAnSZLUCIOdJElSIwx2kiRJjRh7sEuyJsk1SdYnOX2a9SuSnN+v/1qS1X35MUnWJbmifz16YJsv9fu8vF8eNb4jkiRJWhyWj7OxJMuAs4BjgA3AJUnWVtVVA9VeBfygqh6f5ETgHcDLgFuBF1XVzUmeDFwE7D+w3SuqanIsByJJkrQIjXvE7ghgfVVdX1X3AOcBx02pcxxwbv/+AuB5SVJVl1XVzX35lcCDk6wYS68lSZKWgHEHu/2BmwY+b+CBo24PqFNVW4A7gL2n1PkN4LKq2jxQ9pH+NOxbkmR+uy1JkrT4jTvYTRe4apg6SQ6lOz372oH1r6iqpwDP6ZffnLbx5JQkk0kmN23aNFTHJUmSFrtxB7sNwIEDnw8Abp6pTpLlwJ7Abf3nA4ALgd+qquu2blBV3+lf7wL+nO6U7zaq6uyqmqiqiZUrV87LAUmSJC0W4w52lwAHJzkoye7AicDaKXXWAif1708ALq6qSvII4K+BN1fV/91aOcnyJPv073cDXgh8Y8THIUmStOiMNdj118ydRjej9WrgE1V1ZZIzkry4r/YhYO8k64HfA7beEuU04PHAW6bc1mQFcFGSrwOXA98BPjC+o5IkSVocUjX1Erddw8TERE1OtnF3lG6uyKi/x/G0Udu8G007rfy9Rt/GuNoZ039fu+i/d5KWviTrqmpiR/V88oQkSVIjDHaSJEmNMNhJkiQ1wmAnaRexgiQjX1atWr3QByppFzbWZ8VK0sLZzDgmm2zc6INvJC0cR+wkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJMkSWqEwU6SJKkRBjtJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwk6R5tYIkI11WrVq90AcpaZFavtAdkKS2bAZqpC1s3JiR7l/S0uWInSRJUiMMdpIkSY0w2EmSJDXCYCdJktQIg90IrVq1euSz4xIvopYkSR1nxY7Qxo3fZtSz4zqGO0mS5IidJElSMwx2kiRJjTDYSZIkNcJgJ0mS1AiDnSQtOaN/Hq3PpJWWJmfFStKSM/rn0YLPpJWWIkfsJEmSGmGwkyRJaoTBTpIkqREGO0mSpEYY7CRJkhphsJOE+8ROAAAJNUlEQVQkSWqEwU6SNIPR3y/Pe+VJ88v72EmSZjD6++V5rzxpfjliJ0laQI4KSvPJETtJ0gJyVFCaT47YSZIkNcJgJ0mS1AiDnSRJUiMMdpIkSY0Ye7BLsibJNUnWJzl9mvUrkpzfr/9aktUD697cl1+T5AWz3ackaVc2+pm3SVi2bA9n+GrBjXVWbJJlwFnAMcAG4JIka6vqqoFqrwJ+UFWPT3Ii8A7gZUkOAU4EDgUeDfxtkif02+xon5KkXdboZ94C3HtvRt6OM3y1I+MesTsCWF9V11fVPcB5wHFT6hwHnNu/vwB4XpL05edV1eaq+hawvt/fbPYpSVID2rnv36pVqx1FHYFx38duf+Cmgc8bgGfOVKeqtiS5A9i7L//qlG3379/vaJ8AJDkFOKX/+MMk1+zEMQxpXP/val7a2Qe4dcRtbFemeTfqlnaRNnbw3c5bO3PQShvjaue+Nub43c66nRFqpY15b2fE3+30Nm78Nt14ytJ3770/GnkbO/n32pnv9mdnU2ncwW66I586bj1TnZnKpxt1nHYsvKrOBs7eXgd3ZUkmq2piofuh+ed32y6/23b53bZrlN/tuE/FbgAOHPh8AHDzTHWSLAf2BG7bzraz2ackSVLzxh3sLgEOTnJQkt3pJkOsnVJnLXBS//4E4OKqqr78xHSzZg8CDgb+aZb7lCRJat5YT8X218ydBlwELAM+XFVXJjkDmKyqtcCHgI8lWU83Undiv+2VST4BXAVsAV5XVT8FmG6f4zyuhniaul1+t+3yu22X3227RvbdphsMkyRJ0lLnkyckSZIaYbCTJElqhMFuF5Xkw0m+l+QbA2V7JflCkmv710cuZB+1c2b4bv9bku8kubxffnUh+6jhJTkwyReTXJ3kyiT/sS/3d7vEbee79Xe7xCV5cJJ/SvLP/Xf7tr78oHSPTb023WNUd5+vNg12u65zgDVTyk4H/q6qDgb+rv+specctv1uAc6sqsP65bNj7pPmbgvwn6rqScCzgNele9Siv9ulb6bvFvzdLnWbgaOr6mnAYcCaJM+ie1zqmf3v9gd0j1OdFwa7XVRVfZlu1vGgwce5nQscP9ZOaV7M8N1qiauqW6rq0v79XcDVdE/f8Xe7xG3nu9USV50f9h9365cCjqZ7bCrM8+/WYKdB+1bVLdD9QwM8aoH7o/l1WpKv96dqPV23hCVZDTwd+Br+bpsy5bsFf7dLXpJlSS4Hvgd8AbgOuL2qtvRVBh+ROmcGO2nX8F7gcXSnAm4B3rmw3dHOSvIw4C+B11fVnQvdH82fab5bf7cNqKqfVtVhdE/GOgJ40nTV5qs9g50GbUyyH0D/+r0F7o/mSVVt7P9xuRf4AN0/LlpikuxG9z/8H6+q/90X+7ttwHTfrb/btlTV7cCX6K6jfET/2FSY50ehGuw0aPBxbicBn1rAvmgebf0f/t6vAd+Yqa4WpyShezLP1VX1ZwOr/N0ucTN9t/5ul74kK5M8on//EOBX6K6h/CLdY1Nhnn+3PnliF5XkL4CjgH2AjcAfAn8FfAJ4DHAj8JKq8iL8JWaG7/YoutM5BdwAvHbrdVlaGpL8EvAPwBXAvX3xf6G7Fsvf7RK2ne/25fi7XdKSPJVucsQyusG0T1TVGUkeC5wH7AVcBvy7qto8L20a7CRJktrgqVhJkqRGGOwkSZIaYbCTJElqhMFOkiSpEQY7SZKkRhjsJEmSGmGwk7SkJHlmktrBcm//eKb5bvsJSf5bkt3na9skr0pyx8Bd6MeyH0lt8j52kpaUJHsBTxgo+g/AC4HnD5T9a1WtG0Hb/xH4g6p61Hxtm+QxwMOralZPFZiv/Uhqk//PTtKS0j9V4atbPyd5C/CNqvrqzFvNm6ey8491mnbbqrpxgfYjqUGeipW01D2FeXqGZpI1Sf5PktuT3JlkMskx/bpNwG8Dzx045Xt0v+4VSb6c5NYkP0zylSTPHtjvtNsmeVCSu5O8ei59mGE/y5K8IcnXk/wkyS1JPt4/l1RSoxyxk7RkJdkTOJDuGZtz3ddRdM9L/mPgrcBDgV8CtvRh6EV0D+5+J/CZfrPL+9dD6Z4H+S1gBfAa4K+SHAj863a2fWzfzhVz7MPU/TwIuIDuGcF/Aqyj+zsdW15/IzXNa+wkLVlJfhH4P8DRVfXFOe7rA8BeVfUbM6xfTRfcnr2907795IXHAd8EDqmqq2faNsmvA5+kuzbu7p3twzT7+U/A24DDq+rqWf0BJDXBU7GSlrIn96/bjNgl+bUktyW5PMm3krxvB6chfwy8IMnrk6yaZv1TgWLKad8kD0nyn5NckeRuuhG6b/arf7S9belOI19fVXfPpQ+D++lH6/4z8B5DnbTrMdhJWsqeAmysqlunWXcYcHZVHQY8DXgp8Mzt7OstwDl0p0C/k+SiJIcOrH8qXXj64daCPih+lm5m7keA44HDgffShbqbZtp2oP9fn0sfptnPU4FHARdu51glNcpgJ2kpezIzX193GHA1QFXdCWwCNs+0o6q6o6pOA1YCxwIHAx8aqPJU4J+nbHYk3XVsv1FVf1ZVX6iqSeBJwBVVde92tt1afl//d7IPU/ezX/96y0zHKqldBjtJS9mTmXlG7GH0p0STHA98raou29EOq+qnVfV54CJg2cCqJ3L/KdatDuhf/2VrQZI1dGFvMIBts22Sh9Bdizc4Yjd0H6bZz3f71ydNe4CSmuasWElLUpL9gL2Z/vq6R9LNAv1gkkf0xYdvZ1/vB7bQzTj9PvAc4FXAKQPV7gSOTHIkcA/wNeBS4F7g/09ybt/GSXTXwf3zDrY9lO7/XH99jn14wH76v8eVwHuTvBW4GTgEOLCq3jTT30BSGxyxk7RUPaV/nW7E7jDg6qp6Ct2tQK4FXj1Nva2uoQtlHwQ+RXca9CVVdc5AndOBvYC/A/6qOlcDrwOOAf438HS6W52EBwa7bbbt+383cN1c+jB1P1W1he62KJcBZwKf7o99h6OVkpY+b3ciqTlJ3gAcVlUn9Z9/HfgvVTWxsD2TpNFyxE5Si54GTA58/hvgSUkevUD9kaSxcMROkiSpEY7YSZIkNcJgJ0mS1AiDnSRJUiMMdpIkSY0w2EmSJDXCYCdJktQIg50kSVIjDHaSJEmNMNhJkiQ14v8B6yVYwuy33TkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TR/5000\n",
    "p_TR = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TR_list, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_R_obs, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TR, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_R\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc = n_TSSE/5000\n",
    "p_TSSE = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TSSE_list, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_SSE_obs, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TSSE, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_{SSE}\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 均匀先验\n",
    "\n",
    "def lnprior(theta):\n",
    "    log_A,log_f_b,alpha_H,poisson = theta\n",
    "    alpha_L = 1.0\n",
    "    if -3 < log_A < -1 and -6 < log_f_b < -2 and 0.0 < alpha_H < 6.0 and 0.0 < poisson < 1.0:\n",
    "        return 0.0\n",
    "    return -np.inf\n",
    "\n",
    "# 后验概率？\n",
    "\n",
    "def lnprob(theta):\n",
    "    log_A,log_f_b,alpha_H,poisson = theta\n",
    "    lp = lnprior(theta)\n",
    "    if not np.isfinite(lp):\n",
    "        return -np.inf\n",
    "    return (lp - 0.5* twi_minus_loglikelihood(log_A,log_f_b,alpha_H,poisson))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[##############################]\n",
      "Serial took 796.7 seconds\n"
     ]
    }
   ],
   "source": [
    "# emcee\n",
    "\n",
    "ndim, nwalkers = 4, 100\n",
    "pos = [[m.values[0],m.values[1],m.values[2],m.values[3]] + 1e-4*np.random.randn(ndim) for i in range(nwalkers)]\n",
    "sampler = emcee.EnsembleSampler(nwalkers, ndim, lnprob)\n",
    "\n",
    "\n",
    "# 显示进度并记录时间\n",
    "import sys\n",
    "\n",
    "nsteps = 500\n",
    "width = 30\n",
    "start = time.time()\n",
    "for i, result in enumerate(sampler.sample(pos, iterations=nsteps)):\n",
    "    z = int((width+1) * float(i) / nsteps)\n",
    "    sys.stdout.write(\"\\r[{0}{1}]\".format('#' * z, ' ' * (width - z)))\n",
    "sys.stdout.write(\"\\n\")\n",
    "end = time.time()\n",
    "multi_time = end - start\n",
    "print(\"Serial took {0:.1f} seconds\".format(multi_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(4, figsize=(10, 7), sharex=True)\n",
    "samples = sampler.chain\n",
    "labels = [\"log_A\", \"log_f_b\", \"alpha_H\",\"poisson\"]\n",
    "for i in range(ndim):\n",
    "    ax = axes[i]\n",
    "    ax.plot(np.transpose(samples[:,:,i]), \"k\", alpha=0.3)\n",
    "    ax.set_xlim(0, len(samples[1]))\n",
    "    ax.set_ylabel(labels[i])\n",
    "    ax.yaxis.set_label_coords(-0.1, 0.5)\n",
    "\n",
    "axes[-1].set_xlabel(\"step number\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{log A} = -1.65471_{-0.35324} ^{+0.42793}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{log f_b} = -4.24455_{-0.78583} ^{+0.65552}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{alpha_H} = 1.89375_{-0.18589} ^{+0.29608}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/latex": [
       "$$\\mathrm{poisson} = 0.46033_{-0.03843} ^{+0.03788}$$"
      ],
      "text/plain": [
       "<IPython.core.display.Math object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "samples = sampler.chain[:, 100:, :].reshape((-1, ndim))\n",
    "\n",
    "labels = [\"log A\", \"log f_b\", \"alpha_H\",\"poisson\"]\n",
    "\n",
    "from IPython.display import display, Math\n",
    "\n",
    "for i in range(ndim):\n",
    "    mcmc = np.percentile(samples[:, i], [16, 50, 84])\n",
    "    q = np.diff(mcmc)\n",
    "    txt = \"\\mathrm{{{3}}} = {0:.5f}_{{-{1:.5f}}} ^{{+{2:.5f}}}\"\n",
    "    txt = txt.format(mcmc[1], q[0], q[1], labels[i])\n",
    "    display(Math(txt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 698.4x698.4 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import corner\n",
    "fig = corner.corner(samples, labels=[\"$log A$\", \"$log f_b$\", \"$alpha_H$\", \"$poisson$\"],\n",
    "                      truths=[m.values[0], m.values[1], m.values[2], m.values[3]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#\n",
    "\n",
    "#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def twi_minus_loglikelihood_nobreak(log_A,alpha,poisson):\n",
    "    alpha_L = 1.0\n",
    "    \n",
    "    perdata144 = pd.read_csv(\"perlist144.csv\")\n",
    "    f = perdata144['f']\n",
    "    per = perdata144['per']\n",
    "            \n",
    "    model = []\n",
    "    f_length = len(f)\n",
    "    for i in range(f_length):\n",
    "        model.append((f[i]**(-alpha))*(10**log_A)+poisson)\n",
    "     \n",
    "    \n",
    "    length = len(perdata144)\n",
    "    minus_log_p = 0\n",
    "    for i in range(length):\n",
    "        minus_log_p += (per[i]/model[i]+math.log(model[i]))\n",
    "    \n",
    "    \n",
    "    D = 2*minus_log_p\n",
    "    # print (D)\n",
    "    return D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td title=\"Minimum value of function\">FCN = 691.9283945214647</td>\n",
       "        <td title=\"Total number of call to FCN so far\">TOTAL NCALL = 136</td>\n",
       "        <td title=\"Number of call in last migrad\">NCALLS = 136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td title=\"Estimated distance to minimum\">EDM = 1.6622719501744074e-05</td>\n",
       "        <td title=\"Maximum EDM definition of convergence\">GOAL EDM = 1e-05</td>\n",
       "        <td title=\"Error def. Amount of increase in FCN to be defined as 1 standard deviation\">\n",
       "        UP = 1.0</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<table>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Validity of the migrad call\">Valid</td>\n",
       "        <td align=\"center\" title=\"Validity of parameters\">Valid Param</td>\n",
       "        <td align=\"center\" title=\"Is Covariance matrix accurate?\">Accurate Covar</td>\n",
       "        <td align=\"center\" title=\"Positive definiteness of covariance matrix\">PosDef</td>\n",
       "        <td align=\"center\" title=\"Was covariance matrix made posdef by adding diagonal element\">Made PosDef</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" title=\"Was last hesse call fail?\">Hesse Fail</td>\n",
       "        <td align=\"center\" title=\"Validity of covariance\">HasCov</td>\n",
       "        <td align=\"center\" title=\"Is EDM above goal EDM?\">Above EDM</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" title=\"Did last migrad call reach max call limit?\">Reach calllim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">True</td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "        <td align=\"center\"></td>\n",
       "        <td align=\"center\" style=\"background-color:#92CCA6\">False</td>\n",
       "    </tr>\n",
       "</table>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td><a href=\"#\" onclick=\"$('#IcIRgrovEn').toggle()\">+</a></td>\n",
       "        <td title=\"Variable name\">Name</td>\n",
       "        <td title=\"Value of parameter\">Value</td>\n",
       "        <td title=\"Hesse error\">Hesse Error</td>\n",
       "        <td title=\"Minos lower error\">Minos Error-</td>\n",
       "        <td title=\"Minos upper error\">Minos Error+</td>\n",
       "        <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "        <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "        <td title=\"Is the parameter fixed in the fit\">Fixed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0</td>\n",
       "        <td>log_A</td>\n",
       "        <td>-4.91698</td>\n",
       "        <td>0.386774</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-10</td>\n",
       "        <td>-1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>alpha</td>\n",
       "        <td>1.70982</td>\n",
       "        <td>0.121183</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>1</td>\n",
       "        <td>5</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>poisson</td>\n",
       "        <td>0.441258</td>\n",
       "        <td>0.0373003</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>0</td>\n",
       "        <td>1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<pre id=\"IcIRgrovEn\" style=\"display:none;\">\n",
       "<textarea rows=\"12\" cols=\"50\" onclick=\"this.select()\" readonly>\n",
       "\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Hesse Error & Minos Error- & Minos Error+ & Limit- & Limit+ & Fixed?\\\\\n",
       "\\hline\n",
       "0 & $log_{A}$ & -4.91698 & 0.386774 &  &  & -10.0 & -1 & No\\\\\n",
       "\\hline\n",
       "1 & $\\alpha$ & 1.70982 & 0.121183 &  &  & 1.0 & 5 & No\\\\\n",
       "\\hline\n",
       "2 & poisson & 0.441258 & 0.0373003 &  &  & 0.0 & 1 & No\\\\\n",
       "\\hline\n",
       "\\end{tabular}\n",
       "</textarea>\n",
       "</pre>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<hr>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "691.9283945214647\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <td><a href=\"#\" onclick=\"$('#DJKcGvwIxP').toggle()\">+</a></td>\n",
       "        <td title=\"Variable name\">Name</td>\n",
       "        <td title=\"Value of parameter\">Value</td>\n",
       "        <td title=\"Hesse error\">Hesse Error</td>\n",
       "        <td title=\"Minos lower error\">Minos Error-</td>\n",
       "        <td title=\"Minos upper error\">Minos Error+</td>\n",
       "        <td title=\"Lower limit of the parameter\">Limit-</td>\n",
       "        <td title=\"Upper limit of the parameter\">Limit+</td>\n",
       "        <td title=\"Is the parameter fixed in the fit\">Fixed?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>0</td>\n",
       "        <td>log_A</td>\n",
       "        <td>-4.91698</td>\n",
       "        <td>0.386774</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>-10</td>\n",
       "        <td>-1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>1</td>\n",
       "        <td>alpha</td>\n",
       "        <td>1.70982</td>\n",
       "        <td>0.121183</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>1</td>\n",
       "        <td>5</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2</td>\n",
       "        <td>poisson</td>\n",
       "        <td>0.441258</td>\n",
       "        <td>0.0373003</td>\n",
       "        <td></td>\n",
       "        <td></td>\n",
       "        <td>0</td>\n",
       "        <td>1</td>\n",
       "        <td>No</td>\n",
       "    </tr>\n",
       "</table>\n",
       "<pre id=\"DJKcGvwIxP\" style=\"display:none;\">\n",
       "<textarea rows=\"12\" cols=\"50\" onclick=\"this.select()\" readonly>\n",
       "\\begin{tabular}{|c|r|r|r|r|r|r|r|c|}\n",
       "\\hline\n",
       " & Name & Value & Hesse Error & Minos Error- & Minos Error+ & Limit- & Limit+ & Fixed?\\\\\n",
       "\\hline\n",
       "0 & $log_{A}$ & -4.91698 & 0.386774 &  &  & -10.0 & -1 & No\\\\\n",
       "\\hline\n",
       "1 & $\\alpha$ & 1.70982 & 0.121183 &  &  & 1.0 & 5 & No\\\\\n",
       "\\hline\n",
       "2 & poisson & 0.441258 & 0.0373003 &  &  & 0.0 & 1 & No\\\\\n",
       "\\hline\n",
       "\\end{tabular}\n",
       "</textarea>\n",
       "</pre>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n=Minuit(twi_minus_loglikelihood_nobreak,log_A=-9,alpha=2.0,poisson=1.0,\n",
    "         error_log_A=0.1,error_alpha=0.01,error_poisson=0.01,\n",
    "         limit_log_A=(-10,-1),limit_alpha=(1.0,5.0),limit_poisson=(0,1),\n",
    "         errordef=1)\n",
    "\n",
    "n.migrad()\n",
    "\n",
    "print(n.fval)\n",
    "n.print_param()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "log_A,alpha,poisson = n.values[0],n.values[1],n.values[2]\n",
    "        \n",
    "model2 = []\n",
    "R_obs_2 = []\n",
    "T_SSE_obs_2 = 0\n",
    "f_length = len(f)\n",
    "for i in range(f_length):\n",
    "    model2.append((f[i]**(-alpha))*(10**log_A)+poisson)\n",
    "    R_obs_2.append(2*per[i]/model2[i])\n",
    "    T_SSE_obs_2 += (((per[i]-model2[i])/model2[i])**2)\n",
    "    \n",
    "plt.figure(figsize=(10,8))\n",
    "plt.loglog()\n",
    "plt.step(f, per, color=\"b\", alpha=0.5, linewidth=1)\n",
    "plt.plot(f, model2, color=\"r\", linewidth=1)\n",
    "plt.xlabel(\"frequency\",fontsize=13)\n",
    "plt.ylabel(\"power\",fontsize=13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T_R = 11.486234363639447\n",
      "T_SSE = 454.55385251194866\n"
     ]
    }
   ],
   "source": [
    "# 两个统计量\n",
    "T_R_obs_2 = max(R_obs_2)\n",
    "print (\"T_R =\", T_R_obs_2)\n",
    "print (\"T_SSE =\", T_SSE_obs_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模拟\n",
    "    \n",
    "# 5000条光变曲线\n",
    "\n",
    "df = 0.01/f_length\n",
    "N = 2*f_length\n",
    "\n",
    "\n",
    "counts_list_2=[None for i in range(5000)]\n",
    "for a in range(5000): \n",
    "    omega = []\n",
    "    POW = []\n",
    "    DFT = []\n",
    "    fr = []\n",
    "    fi = []\n",
    "    f1 = []\n",
    "    for j in range(1,N+1):\n",
    "        omega.append(j*df)\n",
    "        POW.append(((omega[-1]**(-alpha_L))/(1+(omega[-1]/(10**log_f_b))**(alpha_H-alpha_L)))*(10**log_A)+poisson)\n",
    "        DFT.append(complex(np.sqrt(POW[-1]*0.5),np.sqrt(POW[-1]*0.5)))\n",
    "        s1=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        s2=np.random.normal(loc=0.0, scale=1.0, size=None)\n",
    "        fr.append((DFT[-1].real)*s1)\n",
    "        fi.append((DFT[-1].imag)*s2)\n",
    "        f1.append(complex(fr[-1],fi[-1]))\n",
    "    counts = ifft(f1)\n",
    "    counts_list_2[a] = counts\n",
    "    \n",
    "    \n",
    "#周期图\n",
    "per_list_2=[None for i in range(5000)]\n",
    "TR_list_2=[]\n",
    "TSSE_list_2=[]\n",
    "n_TR_2 = 0\n",
    "n_TSSE_2 = 0\n",
    "\n",
    "for a in range(5000):\n",
    "    dft = fft(counts_list_2[a])\n",
    "    dft1 = dft[0:f_length]\n",
    "    per_simu = (abs(dft1)**2)\n",
    "    per_list_2[a] = per_simu\n",
    "    R_simu = []\n",
    "    T_SSE_simu = 0\n",
    "    for i in range(f_length):\n",
    "        R_simu.append(2*per_simu[i]/model[i])\n",
    "        T_SSE_simu += (((per_simu[i]-model[i])/model[i])**2)\n",
    "    TR_list_2.append(max(R_simu))\n",
    "    TSSE_list_2.append(T_SSE_simu)\n",
    "    if TR_list_2[-1]>T_R_obs_2:\n",
    "        n_TR_2 += 1\n",
    "    if TSSE_list_2[-1]>T_SSE_obs_2:\n",
    "        n_TSSE_2 += 1\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pc = n_TR_2/5000\n",
    "p_TR_2 = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TR_list_2, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_R_obs_2, color=\"r\", linewidth=2)\n",
    "plt.text(0.9, 0.9,'p=%s'%p_TR_2, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_R\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pc = n_TSSE_2/5000\n",
    "p_TSSE_2 = (\"%.2f\" % pc)\n",
    "fig = plt.figure(figsize=(10,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.hist(TSSE_list_2, bins=20, density=True, color=\"b\", edgecolor='k')\n",
    "plt.axvline(T_SSE_obs_2, color=\"r\", linewidth=2)\n",
    "plt.text(0.9,0.9,'p=%s'%p_TSSE_2, color='red', ha='center', transform=ax.transAxes, fontsize=20)\n",
    "ax.set_xlabel(\"$T_{SSE}\\ statistic$\",fontsize=15)\n",
    "ax.set_ylabel(\"Density\",fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对无截断幂律谱尝试emcee\n",
    "\n",
    "# 均匀先验\n",
    "\n",
    "def lnprior_nobreak(theta):\n",
    "    log_A,alpha,poisson = theta\n",
    "    if -10 < log_A < -1 and 1.0 < alpha < 5.0 and 0.0 < poisson < 1.0:\n",
    "        return 0.0\n",
    "    return -np.inf\n",
    "\n",
    "# 后验概率？\n",
    "\n",
    "def lnprob_nobreak(theta):\n",
    "    log_A,alpha,poisson = theta\n",
    "    lp = lnprior_nobreak(theta)\n",
    "    if not np.isfinite(lp):\n",
    "        return -np.inf\n",
    "    return (lp - 0.5* twi_minus_loglikelihood_nobreak(log_A,alpha,poisson))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# emcee\n",
    "\n",
    "ndim, nwalkers = 3, 100\n",
    "pos = [[n.values[0],n.values[1],n.values[2]] + 1e-4*np.random.randn(ndim) for i in range(nwalkers)]\n",
    "sampler_nobreak = emcee.EnsembleSampler(nwalkers, ndim, lnprob_nobreak)\n",
    "\n",
    "\n",
    "# 显示进度并记录时间\n",
    "import sys\n",
    "\n",
    "nsteps = 500\n",
    "width = 30\n",
    "start = time.time()\n",
    "for i, result in enumerate(sampler_nobreak.sample(pos, iterations=nsteps)):\n",
    "    z = int((width+1) * float(i) / nsteps)\n",
    "    sys.stdout.write(\"\\r[{0}{1}]\".format('#' * z, ' ' * (width - z)))\n",
    "sys.stdout.write(\"\\n\")\n",
    "end = time.time()\n",
    "multi_time = end - start\n",
    "print(\"Serial took {0:.1f} seconds\".format(multi_time))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig, axes = plt.subplots(3, figsize=(10, 7), sharex=True)\n",
    "samples_nobreak = sampler_nobreak.chain\n",
    "labels = [\"log_A\", \"alpha\",\"poisson\"]\n",
    "for i in range(ndim):\n",
    "    ax = axes[i]\n",
    "    ax.plot(np.transpose(samples_nobreak[:,:,i]), \"k\", alpha=0.3)\n",
    "    ax.set_xlim(0, len(samples_nobreak[1]))\n",
    "    ax.set_ylabel(labels[i])\n",
    "    ax.yaxis.set_label_coords(-0.1, 0.5)\n",
    "\n",
    "axes[-1].set_xlabel(\"step number\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "samples_nobreak = sampler_nobreak.chain[:, 100:, :].reshape((-1, ndim))\n",
    "labels = [\"log_A\", \"alpha\",\"poisson\"]\n",
    "\n",
    "from IPython.display import display, Math\n",
    "\n",
    "for i in range(ndim):\n",
    "    mcmc = np.percentile(samples_nobreak[:, i], [16, 50, 84])\n",
    "    q = np.diff(mcmc)\n",
    "    txt = \"\\mathrm{{{3}}} = {0:.7f}_{{-{1:.7f}}}^{{+{2:.7f}}}\"\n",
    "    txt = txt.format(mcmc[1], q[0], q[1], labels[i])\n",
    "    display(Math(txt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import corner\n",
    "fig = corner.corner(samples_nobreak, labels=[\"$logA$\", \"$alpha$\", \"$poisson$\"],\n",
    "                      truths=[n.values[0], n.values[1], n.values[2]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# LRT statistic\n",
    "T = n.fval-m.fval\n",
    "print(T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy.stats as stats\n",
    "\n",
    "p = stats.chi2.pdf(T,1)\n",
    "p1 = (\"%.3f\" % p)\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.plot(np.linspace(0,25,100),stats.chi2.pdf(np.linspace(0,25,100),df=1))\n",
    "plt.axvline(T,color=\"r\")\n",
    "plt.text(0.2,1.8,'p=%s'%p1,color='red',ha='center',transform=ax.transAxes,fontsize=13)\n",
    "plt.xlabel(\"LRT statistic\",fontsize=13)\n",
    "plt.ylabel(\"density\",fontsize=13)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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